EIST Mapping 2022: Field Mapping of Knowledge Structure

1 Introduction: Mapping of broad research field around EIST in v2

Here are preliminary results of the bibliometric mapping of EIST. Its purpose is:

• To map the broader research community and distinct research field the department contributes to.
• Identify core knowledge bases, research areas gtrends and topics.
• Highlight the positioning of the department within this dynamics.

The method for the research-field-mapping can be reviewed here:

Rakas, M., & Hain, D. S. (2019). The state of innovation system research: What happens beneath the surface?. Research Policy, 48(9), 103787.

Note: The analysis in this document depicts the larger research field around the department, thereby all analysis results are based on the publications of the department plus related

2 General Overview over the research field

Note: This section provides basic descriptives of th identified research fielld, including number of articles over time, countries, institutions, and authors. See Technical descriptionfor additional explanations.

2.1 Main Indicators: Publications, Authors, Countries

2.2 Connection between the research field’s Top Authors-Keywords-Journals

3 Topic modelling

Note: Here, we report the results of a LDA topic-modelling (basically, clustering on words) on all title+abstract texts. Identified topics can be interpreted as broad themes in the research field. See Technical descriptionfor additional explanations.

3.1 Topics by topwords

Note: While this static vies is helpful, I recommend using the interactive LDAVis version to be found under https://daniel-hain.github.io/biblio_lux_2022/output/topic_modelling/LDAviz_eist_v2/index.html#topic=1&lambda=0.60&term=. For functionality and usage, see ´Technical ´.

4 Knowledge Bases: Co-Citation network analysis

Note: This analysis refers the co-citation analysis, where the cited references and not the original publications are the unit of analysis. Identified knowledge bases can be interpreted as the knowledge foundation the field draws from. See Technical descriptionfor additional explanations.

name	dgr_int	dgr
Knowledge Base 1: KB 1: unlabeled (n = 268, density =11.72)
GEELS F.W. TECHNOLOGICAL TRANSITIONS AS EVOLUTIONARY RECONFIGURATION PROCESSES: A MULTI-LEVEL PERSPECTIVE AND A CASE-STUDY (2002)	1106	3213
GEELS F.W. SCHOT J. TYPOLOGY OF SOCIOTECHNICAL TRANSITION PATHWAYS (2007)	876	2581
GEELS F.W. THE MULTI-LEVEL PERSPECTIVE ON SUSTAINABILITY TRANSITIONS: RESPONSES TO SEVEN CRITICISMS (2011)	534	1692
RIP A. KEMP R. TECHNOLOGICAL CHANGE (1998)	355	796
GEELS F.W. FROM SECTORAL SYSTEMS OF INNOVATION TO SOCIO-TECHNICAL SYSTEMS: INSIGHTS ABOUT DYNAMICS AND CHANGE FROM SOCIOLOGY AND INSTITUTIONAL THEO...	308	1038
UNRUH G.C. UNDERSTANDING CARBON LOCK-IN (2000)	251	606
GEELS F.W. ONTOLOGIES SOCIO-TECHNICAL TRANSITIONS (TO SUSTAINABILITY)	223	645
SHOVE E. WALKER G. GOVERNING TRANSITIONS IN THE SUSTAINABILITY OF EVERYDAY LIFE (2010)	182	362
GEELS F.W. A SOCIO-TECHNICAL ANALYSIS OF LOW-CARBON TRANSITIONS: INTRODUCING THE MULTI-LEVEL PERSPECTIVE INTO TRANSPORT STUDIES (2012)	148	356
SMITH A. VOß J.P. GRIN J. INNOVATION STUDIES AND SUSTAINABILITY TRANSITIONS: THE ALLURE OF THE MULTI-LEVEL PERSPECTIVE AND ITS CHALLENGES (2010)	124	236
Knowledge Base 2: KB 2: unlabeled (n = 199, density =12.64)
MARKARD J. RAVEN R. TRUFFER B. SUSTAINABILITY TRANSITIONS: AN EMERGING FIELD OF RESEARCH AND ITS PROSPECTS (2012)	596	2920
COENEN L. BENNEWORTH P. TRUFFER B. TOWARD A SPATIAL PERSPECTIVE ON SUSTAINABILITY TRANSITIONS (2012)	418	1283
HANSEN T. COENEN L. THE GEOGRAPHY OF SUSTAINABILITY TRANSITIONS: REVIEW SYNTHESIS AND REFLECTIONS ON AN EMERGENT RESEARCH FIELD (2015)	329	789
RAVEN R. SCHOT J. BERKHOUT F. SPACE AND SCALE IN SOCIO-TECHNICAL TRANSITIONS (2012)	248	535
HODSON M. MARVIN S. CAN CITIES SHAPE SOCIO-TECHNICAL TRANSITIONS AND HOW WOULD WE KNOW IF THEY WERE? (2010)	221	612
KÖHLER J. GEELS F.W. KERN F. MARKARD J. ONSONGO E. WIECZOREK A. ALKEMADE F. WELLS P. AN AGENDA FOR SUSTAINABILITY TRANSITIONS RESEARCH: STATE OF TH...	217	706
TRUFFER B. MURPHY J.T. RAVEN R. THE GEOGRAPHY OF SUSTAINABILITY TRANSITIONS: CONTOURS OF AN EMERGING THEME (2015)	130	272
COENEN L. TRUFFER B. PLACES AND SPACES OF SUSTAINABILITY TRANSITIONS: GEOGRAPHICAL CONTRIBUTIONS TO AN EMERGING RESEARCH AND POLICY FIELD (2012)	127	233
FUENFSCHILLING L. BINZ C. GLOBAL SOCIO-TECHNICAL REGIMES (2018)	110	309
SENGERS F. RAVEN R. TOWARD A SPATIAL PERSPECTIVE ON NICHE DEVELOPMENT: THE CASE OF BUS RAPID TRANSIT (2015)	101	273
Knowledge Base 3: KB 3: unlabeled (n = 167, density =13.48)
KEMP R. SCHOT J. HOOGMA R. REGIME SHIFTS TO SUSTAINABILITY THROUGH PROCESSES OF NICHE FORMATION: THE APPROACH OF STRATEGIC NICHE MANAGEMENT (1998)	425	2236
SCHOT J. GEELS F.W. STRATEGIC NICHE MANAGEMENT AND SUSTAINABLE INNOVATION JOURNEYS: THEORY FINDINGS RESEARCH AGENDA AND POLICY (2008)	257	1057
FARLA J. MARKARD J. RAVEN R. COENEN L. SUSTAINABILITY TRANSITIONS IN THE MAKING: A CLOSER LOOK AT ACTORS STRATEGIES AND RESOURCES (2012)	211	851
BATTILANA J. LECA B. BOXENBAUM E. HOW ACTORS CHANGE INSTITUTIONS: TOWARDS A THEORY OF INSTITUTIONAL ENTREPRENEURSHIP (2009)	140	204
AVELINO F. WITTMAYER J.M. SHIFTING POWER RELATIONS IN SUSTAINABILITY TRANSITIONS: A MULTI-ACTOR PERSPECTIVE (2016)	118	428
FUENFSCHILLING L. TRUFFER B. THE STRUCTURATION OF SOCIO-TECHNICAL REGIMES—CONCEPTUAL FOUNDATIONS FROM INSTITUTIONAL THEORY (2014)	115	422
LAWRENCE T.B. SUDDABY R. INSTITUTIONS AND INSTITUTIONAL WORK (2006)	111	154
BOLTON R. HANNON M. GOVERNING SUSTAINABILITY TRANSITIONS THROUGH BUSINESS MODEL INNOVATION: TOWARDS A SYSTEMS UNDERSTANDING (2016)	85	126
CHESBROUGH H. BUSINESS MODEL INNOVATION: OPPORTUNITIES AND BARRIERS (2010)	74	104
FLIGSTEIN N. SOCIAL SKILL AND INSTITUTIONAL THEORY (1997)	74	110
Knowledge Base 4: KB 4: unlabeled (n = 155, density =32.3)
BERGEK A. JACOBSSON S. CARLSSON B. LINDMARK S. RICKNE A. ANALYZING THE FUNCTIONAL DYNAMICS OF TECHNOLOGICAL INNOVATION SYSTEMS: A SCHEME OF ANALYSI...	734	1437
HEKKERT M.P. SUURS R.A.A. NEGRO S.O. KUHLMANN S. SMITS R.E.H.M. FUNCTIONS OF INNOVATION SYSTEMS: A NEW APPROACH FOR ANALYSING TECHNOLOGICAL CHANGE ...	396	780
CARLSSON B. STANKIEWICZ R. ON THE NATURE FUNCTION AND COMPOSITION OF TECHNOLOGICAL SYSTEMS (1991)	383	522
MARKARD J. TRUFFER B. TECHNOLOGICAL INNOVATION SYSTEMS AND THE MULTI-LEVEL PERSPECTIVE: TOWARDS AN INTEGRATED FRAMEWORK (2008)	373	885
BERGEK A. HEKKERT M. JACOBSSON S. MARKARD J. SANDÉN B. TRUFFER B. TECHNOLOGICAL INNOVATION SYSTEMS IN CONTEXTS: CONCEPTUALIZING CONTEXTUAL STRUCTUR...	294	437
JACOBSSON S. BERGEK A. INNOVATION SYSTEM ANALYSES AND SUSTAINABILITY TRANSITIONS: CONTRIBUTIONS AND SUGGESTIONS FOR RESEARCH (2011)	231	361
DEWALD U. TRUFFER B. THE LOCAL SOURCES OF MARKET FORMATION: EXPLAINING REGIONAL GROWTH DIFFERENTIALS IN GERMAN PHOTOVOLTAIC MARKETS (2012)	199	367
JACOBSSON S. BERGEK A. TRANSFORMING THE ENERGY SECTOR: THE EVOLUTION OF TECHNOLOGICAL SYSTEMS IN RENEWABLE ENERGY TECHNOLOGY (2004)	194	280
WIECZOREK A.J. HEKKERT M.P. SYSTEMIC INSTRUMENTS FOR SYSTEMIC INNOVATION PROBLEMS: A FRAMEWORK FOR POLICY MAKERS AND INNOVATION SCHOLARS (2012)	194	322
MUSIOLIK J. MARKARD J. CREATING AND SHAPING INNOVATION SYSTEMS: FORMAL NETWORKS IN THE INNOVATION SYSTEM FOR STATIONARY FUEL CELLS IN GERMANY (2011)	169	254
Knowledge Base 5: KB 5: unlabeled (n = 134, density =21.74)
SMITH A. STIRLING A. BERKHOUT F. THE GOVERNANCE OF SUSTAINABLE SOCIO-TECHNICAL TRANSITIONS (2005)	323	1212
MEADOWCROFT J. ENGAGING WITH THE POLITICS OF SUSTAINABILITY TRANSITIONS (2011)	241	679
MEADOWCROFT J. WHAT ABOUT THE POLITICS? SUSTAINABLE DEVELOPMENT TRANSITION MANAGEMENT AND LONG TERM ENERGY TRANSITIONS (2009)	202	434
AVELINO F. ROTMANS J. POWER IN TRANSITION: AN INTERDISCIPLINARY FRAMEWORK TO STUDY POWER IN RELATION TO STRUCTURAL CHANGE (2009)	191	517
SHOVE E. WALKER G. CAUTION! TRANSITIONS AHEAD: POLITICS PRACTICE AND SUSTAINABLE TRANSITION MANAGEMENT (2007)	164	523
SMITH A. TRANSLATING SUSTAINABILITIES BETWEEN GREEN NICHES AND SOCIO-TECHNICAL REGIMES (2007)	154	549
LOORBACH D. TRANSITION MANAGEMENT FOR SUSTAINABLE DEVELOPMENT: A PRESCRIPTIVE COMPLEXITY-BASED GOVERNANCE FRAMEWORK (2010)	150	462
ROTMANS J. KEMP R. VAN ASSELT M. MORE EVOLUTION THAN REVOLUTION: TRANSITION MANAGEMENT IN PUBLIC POLICY (2001)	123	407
AVELINO F. GRIN J. PEL B. JHAGROE S. THE POLITICS OF SUSTAINABILITY TRANSITIONS (2016)	119	366
SMITH A. VOß J.-P. GRIN J. INNOVATION STUDIES AND SUSTAINABILITY TRANSITIONS: THE ALLURE OF THE MULTI-LEVEL PERSPECTIVE AND ITS CHALLENGES (2010)	94	392
Knowledge Base 6: KB 6: unlabeled (n = 128, density =29.02)
SMITH A. RAVEN R. WHAT IS PROTECTIVE SPACE? RECONSIDERING NICHES IN TRANSITIONS TO SUSTAINABILITY (2012)	392	2288
HARGREAVES T. HIELSCHER S. SEYFANG G. SMITH A. GRASSROOTS INNOVATIONS IN COMMUNITY ENERGY: THE ROLE OF INTERMEDIARIES IN NICHE DEVELOPMENT (2013)	263	374
KIVIMAA P. BOON W. HYYSALO S. KLERKX L. TOWARDS A TYPOLOGY OF INTERMEDIARIES IN SUSTAINABILITY TRANSITIONS: A SYSTEMATIC REVIEW AND A RESEARCH AGEN...	220	384
KIVIMAA P. GOVERNMENT-AFFILIATED INTERMEDIARY ORGANISATIONS AS ACTORS IN SYSTEM-LEVEL TRANSITIONS (2014)	220	294
SEYFANG G. SMITH A. GRASSROOTS INNOVATIONS FOR SUSTAINABLE DEVELOPMENT: TOWARDS A NEW RESEARCH AND POLICY AGENDA (2007)	193	430
HOWELLS J. INTERMEDIATION AND THE ROLE OF INTERMEDIARIES IN INNOVATION (2006)	193	248
MIGNON I. KANDA W. A TYPOLOGY OF INTERMEDIARY ORGANIZATIONS AND THEIR IMPACT ON SUSTAINABILITY TRANSITION POLICIES (2018)	187	231
KIVIMAA P. HYYSALO S. BOON W. KLERKX L. MARTISKAINEN M. SCHOT J. PASSING THE BATON: HOW INTERMEDIARIES ADVANCE SUSTAINABILITY TRANSITIONS IN DIFFER...	169	249
HYYSALO S. JUNTUNEN J.K. MARTISKAINEN M. ENERGY INTERNET FORUMS AS ACCELERATION PHASE TRANSITION INTERMEDIARIES (2018)	140	220
VAN LENTE H. HEKKERT M. SMITS R. VAN WAVEREN B. ROLES OF SYSTEMIC INTERMEDIARIES IN TRANSITION PROCESSES (2003)	125	161
Knowledge Base 7: KB 7: unlabeled (n = 90, density =37.7)
GEELS F.W. REGIME RESISTANCE AGAINST LOW-CARBON TRANSITIONS: INTRODUCING POLITICS AND POWER INTO THE MULTI-LEVEL PERSPECTIVE (2014)	266	1049
KIVIMAA P. KERN F. CREATIVE DESTRUCTION OR MERE NICHE SUPPORT? INNOVATION POLICY MIXES FOR SUSTAINABILITY TRANSITIONS (2016)	180	727
TURNHEIM B. GEELS F.W. THE DESTABILISATION OF EXISTING REGIMES: CONFRONTING A MULTI-DIMENSIONAL FRAMEWORK WITH A CASE STUDY OF THE BRITISH COAL IND...	176	340
BERGGREN C. MAGNUSSON T. SUSHANDOYO D. TRANSITION PATHWAYS REVISITED: ESTABLISHED FIRMS AS MULTI-LEVEL ACTORS IN THE HEAVY VEHICLE INDUSTRY (2015)	165	365
KUNGL G. GEELS F.W. SEQUENCE AND ALIGNMENT OF EXTERNAL PRESSURES IN INDUSTRY DESTABILISATION: UNDERSTANDING THE DOWNFALL OF INCUMBENT UTILITIES IN ...	145	197
GEELS F.W. RECONCEPTUALISING THE CO-EVOLUTION OF FIRMS-IN-INDUSTRIES AND THEIR ENVIRONMENTS: DEVELOPING AN INTER-DISCIPLINARY TRIPLE EMBEDDEDNESS F...	124	286
VAN MOSSEL A. VAN RIJNSOEVER F.J. HEKKERT M.P. NAVIGATORS THROUGH THE STORM: A REVIEW OF ORGANIZATION THEORIES AND THE BEHAVIOR OF INCUMBENT FIRMS ...	106	182
STEEN M. WEAVER T. INCUMBENTS’ DIVERSIFICATION AND CROSS-SECTORIAL ENERGY INDUSTRY DYNAMICS (2017)	93	126
KUNGL G. STEWARDS OR STICKLERS FOR CHANGE? INCUMBENT ENERGY PROVIDERS AND THE POLITICS OF THE GERMAN ENERGY TRANSITION (2015)	91	116
HESS D.J. SUSTAINABILITY TRANSITIONS: A POLITICAL COALITION PERSPECTIVE (2014)	87	361

5 Research Areas: Bibliographic coupling analysis

Note: This analysis refers the bibliographic coupling analysis, where original publications are the unit of analysis. Identified research areas can be interpreted as the field’s current research frontier. See Technical descriptionfor additional explanations.

6 Knowledge Bases, Research Areas & Topics Interaction

6.1 Joint Overview over Knowledge Bases, Research Areas, and Topics

This plot shows the connection of publications in the research areas to knowledge bases (by citations) and topics (by gamma, document-topic weight)

7 Trends

7.1 Lead-Lag Analysis

8 Collaboration

8.1 Collaboration network

9 Endnotes

R version 4.2.1 (2022-06-23)
Platform: x86_64-apple-darwin17.0 (64-bit)
Running under: macOS Ventura 13.1

Matrix products: default
LAPACK: /Library/Frameworks/R.framework/Versions/4.2/Resources/lib/libRlapack.dylib

locale:
[1] en_US.UTF-8/en_US.UTF-8/en_US.UTF-8/C/en_US.UTF-8/en_US.UTF-8

attached base packages:
[1] stats     graphics  grDevices utils     datasets  methods   base     

other attached packages:
 [1] directlabels_2021.1.13 RColorBrewer_1.1-3     topicmodels_0.2-12     patchwork_1.1.2        ggrepel_0.9.1         
 [6] ggforce_0.4.1          plotly_4.10.1          widyr_0.1.5            kableExtra_1.3.4       knitr_1.40            
[11] tidytext_0.3.4         ggraph_2.1.0           tidygraph_1.2.2        bibliometrix_4.1.0     magrittr_2.0.3        
[16] forcats_0.5.2          stringr_1.4.1          dplyr_1.0.10           purrr_0.3.5            readr_2.1.3           
[21] tidyr_1.2.1            tibble_3.1.8           ggplot2_3.4.0          tidyverse_1.3.2       

loaded via a namespace (and not attached):
  [1] readxl_1.4.1           backports_1.4.1        servr_0.25             systemfonts_1.0.4      plyr_1.8.8            
  [6] igraph_1.3.5           lazyeval_0.2.2         crosstalk_1.2.0        SnowballC_0.7.0        digest_0.6.30         
 [11] htmltools_0.5.3        viridis_0.6.2          fansi_1.0.3            tm_0.7-9               googlesheets4_1.0.1   
 [16] cluster_2.1.3          tzdb_0.3.0             openxlsx_4.2.5.1       graphlayouts_0.8.3     modelr_0.1.9          
 [21] vroom_1.6.0            svglite_2.1.0          colorspace_2.0-3       rvest_1.0.3            pubmedR_0.0.3         
 [26] haven_2.5.1            xfun_0.34              crayon_1.5.2           jsonlite_1.8.3         bibliometrixData_0.3.0
 [31] glue_1.6.2             polyclip_1.10-4        gtable_0.3.1           gargle_1.2.1           emmeans_1.8.2         
 [36] webshot_0.5.4          rentrez_1.2.3          scales_1.2.1           mvtnorm_1.1-3          DBI_1.1.3             
 [41] Rcpp_1.0.9             viridisLite_0.4.1      xtable_1.8-4           dimensionsR_0.0.3      flashClust_1.01-2     
 [46] bit_4.0.5              stats4_4.2.1           DT_0.26                htmlwidgets_1.5.4      httr_1.4.4            
 [51] ellipsis_0.3.2         modeltools_0.2-23      factoextra_1.0.7       pkgconfig_2.0.3        XML_3.99-0.12         
 [56] farver_2.1.1           multcompView_0.1-8     sass_0.4.2             dbplyr_2.2.1           utf8_1.2.2            
 [61] reshape2_1.4.4         tidyselect_1.2.0       labeling_0.4.2         rlang_1.0.6            later_1.3.0           
 [66] munsell_0.5.0          cellranger_1.1.0       tools_4.2.1            cachem_1.0.6           cli_3.4.1             
 [71] generics_0.1.3         broom_1.0.1            evaluate_0.17          fastmap_1.1.0          yaml_2.3.6            
 [76] bit64_4.0.5            fs_1.5.2               zip_2.2.2              mime_0.12              slam_0.1-50           
 [81] leaps_3.1              xml2_1.3.3             tokenizers_0.2.3       compiler_4.2.1         rstudioapi_0.14       
 [86] reprex_2.0.2           tweenr_2.0.2           bslib_0.4.0            stringi_1.7.8          highr_0.9             
 [91] lattice_0.20-45        Matrix_1.5-1           vctrs_0.5.1            stringdist_0.9.10      pillar_1.8.1          
 [96] lifecycle_1.0.3        rscopus_0.6.6          jquerylib_0.1.4        estimability_1.4.1     data.table_1.14.4     
[101] httpuv_1.6.6           R6_2.5.1               promises_1.2.0.1       gridExtra_2.3          janeaustenr_1.0.0     
[106] MASS_7.3-57            assertthat_0.2.1       withr_2.5.0            parallel_4.2.1         hms_1.1.2             
[111] quadprog_1.5-8         grid_4.2.1             rmarkdown_2.17         googledrive_2.0.0      NLP_0.2-1             
[116] scatterplot3d_0.3-42   shiny_1.7.3            lubridate_1.8.0        FactoMineR_2.6        

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